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Role of Hilbert Scales in Regularization Theory

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Semigroups, Algebras and Operator Theory

Part of the book series: Springer Proceedings in Mathematics & Statistics ((PROMS,volume 142))

Abstract

Hilbert scales, which are generalizations of Sobolev scales, play crucial roles in the regularization theory. In this paper, it is intended to discuss some important properties of Hilbert scales with illustrations through examples constructed using the concept of Gelfand triples, and using them to describe source conditions and for deriving error estimates in the regularized solutions of ill-posed operator equations. We discuss the above with special emphasis on some of the recent work of the author.

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References

  1. Borcea, L., Berryman, J.G., Papanicolaou, G.C.: High-contrast impedance tomography. Inverse Probl. 12 (1996)

    Google Scholar 

  2. Devaney, A.J.: The limited-view problem in diffraction tomography. Inverse Probl. 5(5) (1989)

    Google Scholar 

  3. Engl, H.W., Hanke, M., Neubauer, A.: Regularization of Inverse Problems. Kluwer, Dordrecht (2003)

    Google Scholar 

  4. Groetsch, C.W.: The Theory of Tikhonov Regularization for Fredholm Equations of the First Kind. Pitman Pub, Melbourne (1984)

    MATH  Google Scholar 

  5. Hadamard, J.: Lectures on the Cauchy Problem in Linear partial Differential Equations, Yale University Press (1923)

    Google Scholar 

  6. Locker, J., Prenter, P.M.: Regularization with differential operators. Math. Anal. Appl. 74, 504–529 (1980)

    Article  MATH  MathSciNet  Google Scholar 

  7. Nair, M.T., Schock, M.E., Tautenhahn, U.: Morozov’s discrepancy principle under general source conditions, J. Anal. Anw. 22, 199–214 (2003)

    Google Scholar 

  8. Nair, M.T.: A Unified Treatment for Tikhonov Regularization Using a General Stabilizing Operator, Analysis and Applications, (2014) (To appear)

    Google Scholar 

  9. Nair, M.T.: Functional Analysis: A First Course. Printice-Hall of India, New Delhi (2002) (Forth Print: 2014)

    Google Scholar 

  10. Nair, M.T.: On Morozov’s method Tikhonov regularization as an optimal order yielding algorithm. Zeit. Anal. und ihre Anwendungen, 37–46, 18(1) (1999)

    Google Scholar 

  11. Nair, M.T.: A generalization of Arcangeli’s method for ill-posed problems leading to optimal rates. Integral Equ. Operator Theory 15, 1042–1046 (1992)

    Article  MATH  Google Scholar 

  12. Nair, M.T., Hegland, M., Anderssen, R.S.: The trade-off between regularity and stability in Tikhonov regularization. Math. Comput. 66, 193–206 (1997)

    Article  MATH  MathSciNet  Google Scholar 

  13. Nair, M.T., Pereverzyev, M.S., Tautenhahn, U.: Regularization in Hilbert scales under general smoothing conditions. Inverse Probl. 21, 1851–1869 (2003)

    Article  Google Scholar 

  14. Nair, M.T.: On improving esitmates for Tikhonov regularization using an unbounded opertor. J. Anal. 14, 143–157 (2006)

    MATH  MathSciNet  Google Scholar 

  15. Nair, M.T.: Linear Operator Equations: Approximation and Regularization. World Scientific, New York (2009)

    Book  Google Scholar 

  16. Natterer, F.: Error bounds for Tikhonov regularization in Hilbert scales. Appl. Anal. 18, 29–37 (1984)

    Article  MATH  MathSciNet  Google Scholar 

  17. Parker, R.L.: Geophysical Inverse Theory. Princeton University Press, Princeton NJ (1994)

    MATH  Google Scholar 

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Correspondence to M. T. Nair .

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Nair, M.T. (2015). Role of Hilbert Scales in Regularization Theory. In: Romeo, P., Meakin, J., Rajan, A. (eds) Semigroups, Algebras and Operator Theory. Springer Proceedings in Mathematics & Statistics, vol 142. Springer, New Delhi. https://doi.org/10.1007/978-81-322-2488-4_13

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